Open-Source the Playbook: How We Plan to Share Everything We've Built

Key Stat: AEO playbook, database methodology, AI agent SDKs publishing Q3 2026

Overview

Open-source commitment, community ownership, long-term vision. This post examines open-source the playbook: how we plan to share everything we've built with data-backed analysis and actionable insights for business owners.

What We Found

  • AEO playbook: Complete guide to making local businesses AI-discoverable. CC0 licenseβ€”use freely
  • Database methodology: How to aggregate, deduplicate, and verify business data at scale. MIT license
  • AI agent SDK integrations: Our MCP servers, JSON-LD generators, and quality scoring tools. MIT license
  • Why open-source: We benefit when the ecosystem improves. More AI-discoverable businesses = more queries to our API
  • Community contribution model: Issues, PRs, and new city guides. Contributors get "founding contributor" badge
  • Timeline: Alpha documentation Q2 2026. Open-source release Q3 2026. Community governance Q4 2026

Why This Matters

AEO playbook: Complete guide to making local businesses AI-discoverable. CC0 licenseβ€”use freely. Understanding this dynamic is essential for any local business owner or investor operating in this environment.

The data tells a clear story: Database methodology: How to aggregate, deduplicate, and verify business data at scale. MIT license. Most businesses are not optimized for this reality.

Practical Steps

For business owners reading this, the key actions are:

  1. Assess your current position: AI agent SDK integrations: Our MCP servers, JSON-LD generators, and quality scoring tools. MIT license
  2. Prioritize the highest-impact change: Why open-source: We benefit when the ecosystem improves. More AI-discoverable businesses = more queries to our API
  3. Track results over 90 days: Local discovery improvements compound over time

The Bigger Picture

Community contribution model: Issues, PRs, and new city guides. Contributors get "founding contributor" badge. This is part of a larger trend reshaping how local businesses compete for discovery in 2026.

Timeline: Alpha documentation Q2 2026. Open-source release Q3 2026. Community governance Q4 2026

Next Steps

Follow us on GitHub. The playbook goes public in Q3 2026..

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